Rapport d'Exploration

Dataset statistics

Number of variables	13
Number of observations	1564
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	171.1 KiB
Average record size in memory	112.0 B

Variable types

Categorical	4
Numeric	9

Alerts

`PropertyGFABuilding(s)` is highly overall correlated with `SiteEnergyUse(kBtu)` and 1 other fields	High correlation
`SiteEUI(kBtu/sf)` is highly overall correlated with `SiteEnergyUse(kBtu)` and 1 other fields	High correlation
`SiteEnergyUse(kBtu)` is highly overall correlated with `PropertyGFABuilding(s)` and 2 other fields	High correlation
`TotalGHGEmissions` is highly overall correlated with `PropertyGFABuilding(s)` and 2 other fields	High correlation
`Use_Steam` is highly imbalanced (65.0%)	Imbalance
`SiteEnergyUse(kBtu)` has unique values	Unique
`NumberofBuildings` has 52 (3.3%) zeros	Zeros
`PropertyGFAParking` has 1238 (79.2%) zeros	Zeros

Reproduction

Analysis started	2025-12-19 15:43:24.514364
Analysis finished	2025-12-19 15:43:34.272904
Duration	9.76 seconds
Software version	ydata-profiling vv4.18.0
Download configuration	config.json

PrimaryPropertyType
Categorical

Distinct	20
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Memory size	24.4 KiB

Small- and Mid-Sized Office	286
Other	244
Warehouse	184
Large Office	156
Mixed Use Property	128
Other values (15)	566

Length

Max length	27
Median length	21
Mean length	14.721867
Min length	5

Characters and Unicode

Total characters	23025
Distinct characters	42
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Hotel
2nd row	Hotel
3rd row	Hotel
4th row	Hotel
5th row	Other

Common Values

Value	Count	Frequency (%)
Small- and Mid-Sized Office	286	18.3%
Other	244	15.6%
Warehouse	184	11.8%
Large Office	156	10.0%
Mixed Use Property	128	8.2%
Retail Store	85	5.4%
Hotel	74	4.7%
Worship Facility	69	4.4%
Distribution Center	53	3.4%
K-12 School	50	3.2%
Other values (10)	235	15.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
office	480	14.1%
small	286	8.4%
and	286	8.4%
mid-sized	286	8.4%
other	244	7.2%
warehouse	196	5.8%
large	156	4.6%
mixed	128	3.8%
use	128	3.8%
property	128	3.8%
Other values (24)	1082	31.8%

Most occurring characters

Value	Count	Frequency (%)
e	2774	12.0%
i	1899	8.2%
	1836	8.0%
r	1507	6.5%
a	1340	5.8%
t	1098	4.8%
d	1059	4.6%
f	1000	4.3%
l	995	4.3%
o	926	4.0%
Other values (32)	8591	37.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	23025	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	2774	12.0%
i	1899	8.2%
	1836	8.0%
r	1507	6.5%
a	1340	5.8%
t	1098	4.8%
d	1059	4.6%
f	1000	4.3%
l	995	4.3%
o	926	4.0%
Other values (32)	8591	37.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	23025	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	2774	12.0%
i	1899	8.2%
	1836	8.0%
r	1507	6.5%
a	1340	5.8%
t	1098	4.8%
d	1059	4.6%
f	1000	4.3%
l	995	4.3%
o	926	4.0%
Other values (32)	8591	37.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	23025	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	2774	12.0%
i	1899	8.2%
	1836	8.0%
r	1507	6.5%
a	1340	5.8%
t	1098	4.8%
d	1059	4.6%
f	1000	4.3%
l	995	4.3%
o	926	4.0%
Other values (32)	8591	37.3%

Neighborhood
Categorical

Distinct	13
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	24.4 KiB

DOWNTOWN	342
GREATER DUWAMISH	324
MAGNOLIA / QUEEN ANNE	154
LAKE UNION	140
NORTHEAST	120
Other values (8)	484

Length

Max length	21
Median length	10
Mean length	10.799872
Min length	4

Characters and Unicode

Total characters	16891
Distinct characters	21
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	DOWNTOWN
2nd row	DOWNTOWN
3rd row	DOWNTOWN
4th row	DOWNTOWN
5th row	DOWNTOWN

Common Values

Value	Count	Frequency (%)
DOWNTOWN	342	21.9%
GREATER DUWAMISH	324	20.7%
MAGNOLIA / QUEEN ANNE	154	9.8%
LAKE UNION	140	9.0%
NORTHEAST	120	7.7%
EAST	113	7.2%
NORTHWEST	83	5.3%
NORTH	67	4.3%
BALLARD	63	4.0%
CENTRAL	49	3.1%
Other values (3)	109	7.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
downtown	342	13.7%
greater	324	13.0%
duwamish	324	13.0%
magnolia	154	6.2%
	154	6.2%
queen	154	6.2%
anne	154	6.2%
lake	140	5.6%
union	140	5.6%
northeast	120	4.8%
Other values (8)	484	19.4%

Most occurring characters

Value	Count	Frequency (%)
N	1899	11.2%
E	1766	10.5%
A	1690	10.0%
T	1435	8.5%
O	1315	7.8%
W	1126	6.7%
R	1072	6.3%
	926	5.5%
D	813	4.8%
S	774	4.6%
Other values (11)	4075	24.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	16891	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
N	1899	11.2%
E	1766	10.5%
A	1690	10.0%
T	1435	8.5%
O	1315	7.8%
W	1126	6.7%
R	1072	6.3%
	926	5.5%
D	813	4.8%
S	774	4.6%
Other values (11)	4075	24.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	16891	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
N	1899	11.2%
E	1766	10.5%
A	1690	10.0%
T	1435	8.5%
O	1315	7.8%
W	1126	6.7%
R	1072	6.3%
	926	5.5%
D	813	4.8%
S	774	4.6%
Other values (11)	4075	24.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	16891	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
N	1899	11.2%
E	1766	10.5%
A	1690	10.0%
T	1435	8.5%
O	1315	7.8%
W	1126	6.7%
R	1072	6.3%
	926	5.5%
D	813	4.8%
S	774	4.6%
Other values (11)	4075	24.1%

YearBuilt
Real number (ℝ)

Distinct	113
Distinct (%)	7.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1962.1208

Minimum	1900
Maximum	2015
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.4 KiB

Quantile statistics

Minimum	1900
5-th percentile	1906
Q1	1930
median	1966
Q3	1990
95-th percentile	2009
Maximum	2015
Range	115
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	33.114549
Coefficient of variation (CV)	0.016876916
Kurtosis	-1.0625351
Mean	1962.1208
Median Absolute Deviation (MAD)	27
Skewness	-0.28352383
Sum	3068757
Variance	1096.5734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1900	42	2.7%
1970	31	2.0%
2000	29	1.9%
1960	29	1.9%
1910	28	1.8%
2008	28	1.8%
1962	28	1.8%
1979	28	1.8%
1926	27	1.7%
1969	25	1.6%
Other values (103)	1269	81.1%

Value	Count	Frequency (%)
1900	42	2.7%
1901	3	0.2%
1902	8	0.5%
1903	1	0.1%
1904	12	0.8%
1905	4	0.3%
1906	12	0.8%
1907	12	0.8%
1908	11	0.7%
1909	14	0.9%

Value	Count	Frequency (%)
2015	10	0.6%
2014	14	0.9%
2013	15	1.0%
2012	10	0.6%
2011	5	0.3%
2010	10	0.6%
2009	22	1.4%
2008	28	1.8%
2007	11	0.7%
2006	17	1.1%

NumberofBuildings
Real number (ℝ)

Zeros

Distinct	13
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.0837596

Minimum	0
Maximum	27
Zeros	52
Zeros (%)	3.3%
Negative	0
Negative (%)	0.0%
Memory size	24.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	1
Maximum	27
Range	27
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.10661
Coefficient of variation (CV)	1.0210844
Kurtosis	311.19415
Mean	1.0837596
Median Absolute Deviation (MAD)	0
Skewness	15.712179
Sum	1695
Variance	1.2245857
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
1	1466	93.7%
0	52	3.3%
2	14	0.9%
3	11	0.7%
5	7	0.4%
4	5	0.3%
6	2	0.1%
8	2	0.1%
27	1	0.1%
11	1	0.1%
Other values (3)	3	0.2%

Value	Count	Frequency (%)
0	52	3.3%
1	1466	93.7%
2	14	0.9%
3	11	0.7%
4	5	0.3%
5	7	0.4%
6	2	0.1%
8	2	0.1%
10	1	0.1%
11	1	0.1%

Value	Count	Frequency (%)
27	1	0.1%
23	1	0.1%
14	1	0.1%
11	1	0.1%
10	1	0.1%
8	2	0.1%
6	2	0.1%
5	7	0.4%
4	5	0.3%
3	11	0.7%

NumberofFloors
Real number (ℝ)

Distinct	38
Distinct (%)	2.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.9482097

Minimum	0
Maximum	99
Zeros	14
Zeros (%)	0.9%
Negative	0
Negative (%)	0.0%
Memory size	24.4 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	2
Q3	4
95-th percentile	12
Maximum	99
Range	99
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	5.4448203
Coefficient of variation (CV)	1.3790606
Kurtosis	73.167805
Mean	3.9482097
Median Absolute Deviation (MAD)	1
Skewness	6.3815287
Sum	6175
Variance	29.646068
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
1	423	27.0%
2	349	22.3%
3	251	16.0%
4	157	10.0%
5	107	6.8%
6	78	5.0%
7	39	2.5%
10	19	1.2%
8	19	1.2%
11	18	1.2%
Other values (28)	104	6.6%

Value	Count	Frequency (%)
0	14	0.9%
1	423	27.0%
2	349	22.3%
3	251	16.0%
4	157	10.0%
5	107	6.8%
6	78	5.0%
7	39	2.5%
8	19	1.2%
9	8	0.5%

Value	Count	Frequency (%)
99	1	0.1%
49	1	0.1%
42	2	0.1%
41	1	0.1%
39	1	0.1%
37	1	0.1%
36	2	0.1%
34	1	0.1%
33	2	0.1%
29	3	0.2%

PropertyGFAParking
Real number (ℝ)

Zeros

Distinct	320
Distinct (%)	20.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12171.737

Minimum	0
Maximum	407795
Zeros	1238
Zeros (%)	79.2%
Negative	0
Negative (%)	0.0%
Memory size	24.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	86218.85
Maximum	407795
Range	407795
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	37513.829
Coefficient of variation (CV)	3.0820439
Kurtosis	28.079226
Mean	12171.737
Median Absolute Deviation (MAD)	0
Skewness	4.6878805
Sum	19036597
Variance	1.4072873 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1238	79.2%
13320	3	0.2%
100176	2	0.1%
25800	2	0.1%
10800	2	0.1%
30000	2	0.1%
20416	2	0.1%
79284	1	0.1%
55504	1	0.1%
3834	1	0.1%
Other values (310)	310	19.8%

Value	Count	Frequency (%)
0	1238	79.2%
1263	1	0.1%
1392	1	0.1%
2211	1	0.1%
2352	1	0.1%
3764	1	0.1%
3834	1	0.1%
4222	1	0.1%
4256	1	0.1%
4914	1	0.1%

Value	Count	Frequency (%)
407795	1	0.1%
368980	1	0.1%
335109	1	0.1%
303707	1	0.1%
272900	1	0.1%
239252	1	0.1%
228668	1	0.1%
206597	1	0.1%
206580	1	0.1%
205970	1	0.1%

PropertyGFABuilding(s)
Real number (ℝ)

High correlation

Distinct	1484
Distinct (%)	94.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	86909.331

Minimum	3636
Maximum	1172127
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.4 KiB

Quantile statistics

Minimum	3636
5-th percentile	20882.55
Q1	27926.75
median	45721.5
Q3	92849
95-th percentile	315736.9
Maximum	1172127
Range	1168491
Interquartile range (IQR)	64922.25

Descriptive statistics

Standard deviation	118219.13
Coefficient of variation (CV)	1.3602582
Kurtosis	21.231987
Mean	86909.331
Median Absolute Deviation (MAD)	21380.5
Skewness	3.9991489
Sum	1.3592619 × 10⁸
Variance	1.3975762 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36000	7	0.4%
28800	7	0.4%
25920	7	0.4%
21600	6	0.4%
24000	5	0.3%
33300	3	0.2%
45000	3	0.2%
20000	2	0.1%
33600	2	0.1%
21900	2	0.1%
Other values (1474)	1520	97.2%

Value	Count	Frequency (%)
3636	1	0.1%
10925	1	0.1%
11285	1	0.1%
11440	1	0.1%
11685	1	0.1%
11968	1	0.1%
12769	1	0.1%
12806	1	0.1%
13157	1	0.1%
14101	1	0.1%

Value	Count	Frequency (%)
1172127	1	0.1%
1047934	1	0.1%
1004813	1	0.1%
962428	1	0.1%
934292	1	0.1%
888049	1	0.1%
861702	1	0.1%
794592	1	0.1%
791396	1	0.1%
754455	1	0.1%

SiteEUI(kBtu/sf)
Real number (ℝ)

High correlation

Distinct	925
Distinct (%)	59.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	72.2711

Minimum	1.4
Maximum	834.40002
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.4 KiB

Quantile statistics

Minimum	1.4
5-th percentile	13.1
Q1	34.675
median	53.099998
Q3	82.65
95-th percentile	210.08501
Maximum	834.40002
Range	833.00002
Interquartile range (IQR)	47.974999

Descriptive statistics

Standard deviation	69.691825
Coefficient of variation (CV)	0.96431112
Kurtosis	22.958621
Mean	72.2711
Median Absolute Deviation (MAD)	22.099998
Skewness	3.6919308
Sum	113032
Variance	4856.9505
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
52.70000076	8	0.5%
33.70000076	6	0.4%
38.40000153	6	0.4%
56.59999847	6	0.4%
52.29999924	6	0.4%
35	6	0.4%
30.89999962	6	0.4%
52.20000076	6	0.4%
32	5	0.3%
43	5	0.3%
Other values (915)	1504	96.2%

Value	Count	Frequency (%)
1.399999976	1	0.1%
2.099999905	1	0.1%
2.299999952	1	0.1%
3	1	0.1%
3.200000048	1	0.1%
3.5	2	0.1%
3.599999905	2	0.1%
3.799999952	1	0.1%
4.300000191	1	0.1%
4.400000095	1	0.1%

Value	Count	Frequency (%)
834.4000244	1	0.1%
696.7000122	1	0.1%
694.7000122	1	0.1%
593.5999756	1	0.1%
465.5	1	0.1%
456.6000061	1	0.1%
438.2000122	1	0.1%
412.7000122	1	0.1%
404.1000061	1	0.1%
400.7999878	1	0.1%

SiteEnergyUse(kBtu)
Real number (ℝ)

High correlation Unique

Distinct	1564
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6113664.9

Minimum	57133.199
Maximum	98960776
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.4 KiB

Quantile statistics

Minimum	57133.199
5-th percentile	439655.81
Q1	1243815.4
median	2654851.8
Q3	6783593.8
95-th percentile	24193820
Maximum	98960776
Range	98903643
Interquartile range (IQR)	5539778.3

Descriptive statistics

Standard deviation	9303900
Coefficient of variation (CV)	1.5218204
Kurtosis	19.506558
Mean	6113664.9
Median Absolute Deviation (MAD)	1794109.2
Skewness	3.6977379
Sum	9.5617719 × 10⁹
Variance	8.6562555 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7226362.5	1	0.1%
8387933	1	0.1%
6794584	1	0.1%
14172606	1	0.1%
12086616	1	0.1%
5758795	1	0.1%
6298131.5	1	0.1%
13723820	1	0.1%
16016644	1	0.1%
26941110	1	0.1%
Other values (1554)	1554	99.4%

Value	Count	Frequency (%)
57133.19922	1	0.1%
79711.79688	1	0.1%
90558.70313	1	0.1%
97690.39844	1	0.1%
106918	1	0.1%
111969.7031	1	0.1%
113130	1	0.1%
116486.6016	1	0.1%
117438.3984	1	0.1%
123767.2031	1	0.1%

Value	Count	Frequency (%)
98960776	1	0.1%
90609640	1	0.1%
68090728	1	0.1%
65336980	1	0.1%
65047284	1	0.1%
59107620	1	0.1%
58761304	1	0.1%
57764408	1	0.1%
56485204	1	0.1%
53166156	1	0.1%

TotalGHGEmissions
Real number (ℝ)

High correlation

Distinct	1502
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	134.09876

Minimum	0
Maximum	3768.66
Zeros	1
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	24.4 KiB

Quantile statistics

Minimum	0
5-th percentile	4.2365
Q1	20.4275
median	49.285
Q3	133.945
95-th percentile	502.868
Maximum	3768.66
Range	3768.66
Interquartile range (IQR)	113.5175

Descriptive statistics

Standard deviation	269.17861
Coefficient of variation (CV)	2.0073162
Kurtosis	53.326446
Mean	134.09876
Median Absolute Deviation (MAD)	38.135
Skewness	6.0912092
Sum	209730.46
Variance	72457.125
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.3	3	0.2%
25.14	2	0.1%
32.22	2	0.1%
3.25	2	0.1%
29.18	2	0.1%
53.25	2	0.1%
10.05	2	0.1%
49.58	2	0.1%
39.05	2	0.1%
2.82	2	0.1%
Other values (1492)	1543	98.7%

Value	Count	Frequency (%)
0	1	0.1%
0.4	1	0.1%
0.63	1	0.1%
0.68	1	0.1%
0.75	1	0.1%
0.79	1	0.1%
0.81	1	0.1%
0.82	1	0.1%
0.86	1	0.1%
0.87	1	0.1%

Value	Count	Frequency (%)
3768.66	1	0.1%
3278.11	1	0.1%
2573.75	1	0.1%
2549.47	1	0.1%
2489.78	1	0.1%
2055.82	1	0.1%
1990.5	1	0.1%
1789.69	1	0.1%
1727.11	1	0.1%
1699.45	1	0.1%

Use_Steam
Categorical

Imbalance

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	24.4 KiB

0	1461
1	103

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1564
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	1461	93.4%
1	103	6.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	1461	93.4%
1	103	6.6%

Most occurring characters

Value	Count	Frequency (%)
0	1461	93.4%
1	103	6.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1564	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	1461	93.4%
1	103	6.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1564	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	1461	93.4%
1	103	6.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1564	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	1461	93.4%
1	103	6.6%

Use_Gas
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	24.4 KiB

1	1121
0	443

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1564
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	1121	71.7%
0	443	28.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	1121	71.7%
0	443	28.3%

Most occurring characters

Value	Count	Frequency (%)
1	1121	71.7%
0	443	28.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1564	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	1121	71.7%
0	443	28.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1564	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	1121	71.7%
0	443	28.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1564	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	1121	71.7%
0	443	28.3%

DistanceToCenter
Real number (ℝ)

Distinct	1501
Distinct (%)	96.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.480797

Minimum	0.072841784
Maximum	14.258402
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	24.4 KiB

Quantile statistics

Minimum	0.072841784
5-th percentile	0.46473594
Q1	1.4000644
median	3.5614403
Q3	6.7378663
95-th percentile	11.466463
Maximum	14.258402
Range	14.185561
Interquartile range (IQR)	5.3378019

Descriptive statistics

Standard deviation	3.5390358
Coefficient of variation (CV)	0.78982283
Kurtosis	-0.30065179
Mean	4.480797
Median Absolute Deviation (MAD)	2.5299351
Skewness	0.77751312
Sum	7007.9665
Variance	12.524774
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.738150581	8	0.5%
2.412835109	6	0.4%
8.985305408	5	0.3%
9.659698584	4	0.3%
2.661167321	4	0.3%
8.304746719	3	0.2%
5.032872635	3	0.2%
7.72939449	3	0.2%
0.2518155553	3	0.2%
3.820013551	3	0.2%
Other values (1491)	1522	97.3%

Value	Count	Frequency (%)
0.0728417836	1	0.1%
0.09730307984	1	0.1%
0.1066381154	1	0.1%
0.113752574	1	0.1%
0.1201097471	1	0.1%
0.1229940018	1	0.1%
0.1337128106	1	0.1%
0.1338318294	1	0.1%
0.134733244	1	0.1%
0.1462762321	1	0.1%

Value	Count	Frequency (%)
14.25840233	1	0.1%
14.25745932	1	0.1%
14.22475755	1	0.1%
14.07861288	1	0.1%
13.99154323	1	0.1%
13.97625303	1	0.1%
13.94426969	2	0.1%
13.91022209	1	0.1%
13.75685549	1	0.1%
13.72768125	1	0.1%

	DistanceToCenter	Neighborhood	NumberofBuildings	NumberofFloors	PrimaryPropertyType	PropertyGFABuilding(s)	PropertyGFAParking	SiteEUI(kBtu/sf)	SiteEnergyUse(kBtu)	TotalGHGEmissions	Use_Gas	Use_Steam	YearBuilt
DistanceToCenter	1.000	0.474	0.087	-0.480	0.195	-0.261	-0.202	-0.076	-0.227	-0.148	0.158	0.388	0.237
Neighborhood	0.474	1.000	0.050	0.175	0.249	0.065	0.085	0.088	0.081	0.046	0.144	0.359	0.175
NumberofBuildings	0.087	0.050	1.000	-0.047	0.141	0.036	-0.018	-0.001	0.032	0.041	0.000	0.000	0.032
NumberofFloors	-0.480	0.175	-0.047	1.000	0.224	0.479	0.433	0.136	0.421	0.273	0.069	0.316	0.100
PrimaryPropertyType	0.195	0.249	0.141	0.224	1.000	0.182	0.153	0.257	0.263	0.250	0.309	0.216	0.173
PropertyGFABuilding(s)	-0.261	0.065	0.036	0.479	0.182	1.000	0.288	0.112	0.709	0.547	0.000	0.241	0.229
PropertyGFAParking	-0.202	0.085	-0.018	0.433	0.153	0.288	1.000	0.174	0.348	0.189	0.029	0.000	0.366
SiteEUI(kBtu/sf)	-0.076	0.088	-0.001	0.136	0.257	0.112	0.174	1.000	0.711	0.668	0.125	0.076	0.155
SiteEnergyUse(kBtu)	-0.227	0.081	0.032	0.421	0.263	0.709	0.348	0.711	1.000	0.856	0.044	0.228	0.273
TotalGHGEmissions	-0.148	0.046	0.041	0.273	0.250	0.547	0.189	0.668	0.856	1.000	0.108	0.281	0.156
Use_Gas	0.158	0.144	0.000	0.069	0.309	0.000	0.029	0.125	0.044	0.108	1.000	0.102	0.148
Use_Steam	0.388	0.359	0.000	0.316	0.216	0.241	0.000	0.076	0.228	0.281	0.102	1.000	0.177
YearBuilt	0.237	0.175	0.032	0.100	0.173	0.229	0.366	0.155	0.273	0.156	0.148	0.177	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	PrimaryPropertyType	Neighborhood	YearBuilt	NumberofBuildings	NumberofFloors	PropertyGFAParking	PropertyGFABuilding(s)	SiteEUI(kBtu/sf)	SiteEnergyUse(kBtu)	TotalGHGEmissions	Use_Steam	Use_Gas	DistanceToCenter
0	Hotel	DOWNTOWN	1927	1.0	12	0	88434	81.699997	7226362.5	249.98	1	1	0.800964
1	Hotel	DOWNTOWN	1996	1.0	11	15064	88502	94.800003	8387933.0	295.86	0	1	0.787963
3	Hotel	DOWNTOWN	1926	1.0	10	0	61320	110.800003	6794584.0	286.43	1	1	0.945211
4	Hotel	DOWNTOWN	1980	1.0	18	62000	113580	114.800003	14172606.0	505.01	0	1	1.049298
5	Other	DOWNTOWN	1999	1.0	2	37198	60090	136.100006	12086616.0	301.81	0	1	1.165854
6	Hotel	DOWNTOWN	1926	1.0	11	0	83008	70.800003	5758795.0	176.14	0	1	0.858913
7	Other	DOWNTOWN	1926	1.0	8	0	102761	61.299999	6298131.5	221.51	1	1	0.788990
8	Hotel	DOWNTOWN	1904	1.0	15	0	163984	83.699997	13723820.0	392.16	0	1	0.365077
10	Hotel	DOWNTOWN	1969	1.0	11	19279	133884	119.599998	16016644.0	691.26	1	1	0.174395
11	Hotel	DOWNTOWN	1998	1.0	25	61161	272015	80.000000	26941110.0	740.97	1	1	0.133832

	PrimaryPropertyType	Neighborhood	YearBuilt	NumberofBuildings	NumberofFloors	PropertyGFABuilding(s)	SiteEUI(kBtu/sf)	SiteEnergyUse(kBtu)	TotalGHGEmissions	Use_Gas	DistanceToCenter
3363	Other	NORTH	1949	1.0	1	11285	57.200001	6.456654e+05	14.37	1	13.071325
3364	Other	BALLARD	1911	1.0	1	16795	55.799999	9.366165e+05	24.73	1	8.695702
3365	Other	BALLARD	1972	1.0	1	12769	400.799988	5.117308e+06	216.18	1	8.584330
3367	Other	EAST	1912	1.0	1	23445	254.899994	5.976246e+06	259.22	1	3.152211
3368	Mixed Use Property	CENTRAL	1994	1.0	1	20050	90.400002	1.813404e+06	60.81	1	2.247010
3370	Other	DELRIDGE	1982	1.0	1	18261	51.000000	9.320821e+05	20.33	1	7.956019
3372	Other	DOWNTOWN	2004	1.0	1	16000	59.400002	9.502762e+05	32.17	1	1.308024
3373	Other	MAGNOLIA / QUEEN ANNE	1974	1.0	1	13157	438.200012	5.765898e+06	223.54	1	3.881280
3374	Mixed Use Property	GREATER DUWAMISH	1989	1.0	1	14101	51.000000	7.194712e+05	22.11	1	8.689294
3375	Mixed Use Property	GREATER DUWAMISH	1938	1.0	1	18258	63.099998	1.152896e+06	41.27	1	7.932029

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample